Overview

Brought to you by YData

Dataset statistics

Number of variables	23
Number of observations	269952
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	49.4 MiB
Average record size in memory	192.0 B

Variable types

Categorical	10
Numeric	13

Alerts

`LNG` is highly overall correlated with `ZIP`	High correlation
`ZIP` is highly overall correlated with `LNG`	High correlation
`baths` is highly overall correlated with `beds` and 1 other fields	High correlation
`beds` is highly overall correlated with `baths` and 1 other fields	High correlation
`beds_was_null` is highly overall correlated with `propertyType` and 1 other fields	High correlation
`propertyType` is highly overall correlated with `beds_was_null`	High correlation
`sqft` is highly overall correlated with `baths` and 1 other fields	High correlation
`status` is highly overall correlated with `beds_was_null`	High correlation
`status` is highly imbalanced (54.5%)	Imbalance
`cooling` is highly imbalanced (55.6%)	Imbalance
`lotsize` is highly skewed (γ1 = 29.07257037)	Skewed
`mean_school_distance` is highly skewed (γ1 = 145.1541446)	Skewed

Reproduction

Analysis started	2024-11-26 16:08:18.711581
Analysis finished	2024-11-26 16:08:57.616602
Duration	38.91 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

status
Categorical

High correlation Imbalance

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

for sale	177652
active	68666
other	5077
foreclosed	4544
new construction	4480
Other values (4)	9533

Length

Max length	22
Median length	8
Mean length	7.7501037
Min length	5

Characters and Unicode

Total characters	2092156
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	active
2nd row	for sale
3rd row	for sale
4th row	active
5th row	active

Common Values

Value	Count	Frequency (%)
for sale	177652	65.8%
active	68666	25.4%
other	5077	1.9%
foreclosed	4544	1.7%
new construction	4480	1.7%
pending	3894	1.4%
pre-foreclosed	2359	0.9%
under contract showing	2213	0.8%
auction	1067	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
for	177652	38.9%
sale	177652	38.9%
active	68666	15.0%
other	5077	1.1%
foreclosed	4544	1.0%
new	4480	1.0%
construction	4480	1.0%
pending	3894	0.9%
pre-foreclosed	2359	0.5%
under	2213	0.5%
Other values (3)	5493	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	278147	13.3%
a	249598	11.9%
o	210988	10.1%
r	200897	9.6%
s	191248	9.1%
	186558	8.9%
f	184555	8.8%
l	184555	8.8%
c	90022	4.3%
t	88196	4.2%
Other values (10)	227392	10.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1903239	91.0%
Space Separator	186558	8.9%
Dash Punctuation	2359	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	278147	14.6%
a	249598	13.1%
o	210988	11.1%
r	200897	10.6%
s	191248	10.0%
f	184555	9.7%
l	184555	9.7%
c	90022	4.7%
t	88196	4.6%
i	80320	4.2%
Other values (8)	144713	7.6%

Space Separator

Value	Count	Frequency (%)
	186558	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2359	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1903239	91.0%
Common	188917	9.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	278147	14.6%
a	249598	13.1%
o	210988	11.1%
r	200897	10.6%
s	191248	10.0%
f	184555	9.7%
l	184555	9.7%
c	90022	4.7%
t	88196	4.6%
i	80320	4.2%
Other values (8)	144713	7.6%

Common

Value	Count	Frequency (%)
	186558	98.8%
-	2359	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2092156	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	278147	13.3%
a	249598	11.9%
o	210988	10.1%
r	200897	9.6%
s	191248	9.1%
	186558	8.9%
f	184555	8.8%
l	184555	8.8%
c	90022	4.3%
t	88196	4.2%
Other values (10)	227392	10.9%

propertyType
Categorical

High correlation

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

single-family	176944
condo	41831
townhouse	16237
other	14130
multi-family	6965
Other values (4)	13845

Length

Max length	13
Median length	13
Mean length	10.930202
Min length	4

Characters and Unicode

Total characters	2950630
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	single-family
2nd row	single-family
3rd row	townhouse
4th row	other
5th row	single-family

Common Values

Value	Count	Frequency (%)
single-family	176944	65.5%
condo	41831	15.5%
townhouse	16237	6.0%
other	14130	5.2%
multi-family	6965	2.6%
traditional	6487	2.4%
contemporary	2741	1.0%
mobile home	2589	1.0%
coop	2028	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
single-family	176944	64.9%
condo	41831	15.3%
townhouse	16237	6.0%
other	14130	5.2%
multi-family	6965	2.6%
traditional	6487	2.4%
contemporary	2741	1.0%
mobile	2589	0.9%
home	2589	0.9%
coop	2028	0.7%

Most occurring characters

Value	Count	Frequency (%)
i	383381	13.0%
l	376894	12.8%
n	244240	8.3%
e	215230	7.3%
a	199624	6.8%
m	198793	6.7%
s	193181	6.5%
y	186650	6.3%
-	183909	6.2%
f	183909	6.2%
Other values (12)	584819	19.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2764132	93.7%
Dash Punctuation	183909	6.2%
Space Separator	2589	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	383381	13.9%
l	376894	13.6%
n	244240	8.8%
e	215230	7.8%
a	199624	7.2%
m	198793	7.2%
s	193181	7.0%
y	186650	6.8%
f	183909	6.7%
g	176944	6.4%
Other values (10)	405286	14.7%

Dash Punctuation

Value	Count	Frequency (%)
-	183909	100.0%

Space Separator

Value	Count	Frequency (%)
	2589	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2764132	93.7%
Common	186498	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	383381	13.9%
l	376894	13.6%
n	244240	8.8%
e	215230	7.8%
a	199624	7.2%
m	198793	7.2%
s	193181	7.0%
y	186650	6.8%
f	183909	6.7%
g	176944	6.4%
Other values (10)	405286	14.7%

Common

Value	Count	Frequency (%)
-	183909	98.6%
	2589	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2950630	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	383381	13.0%
l	376894	12.8%
n	244240	8.3%
e	215230	7.3%
a	199624	6.8%
m	198793	6.7%
s	193181	6.5%
y	186650	6.3%
-	183909	6.2%
f	183909	6.2%
Other values (12)	584819	19.8%

baths
Real number (ℝ)

High correlation

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4929247

Minimum	0
Maximum	30
Zeros	54
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.86756602
Coefficient of variation (CV)	0.34801133
Kurtosis	18.903746
Mean	2.4929247
Median Absolute Deviation (MAD)	0.5
Skewness	1.9994376
Sum	672970
Variance	0.7526708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2	114096	42.3%
3	61060	22.6%
2.5	35327	13.1%
4	19240	7.1%
1	15039	5.6%
2.25	5711	2.1%
3.5	5170	1.9%
5	4459	1.7%
1.5	3637	1.3%
1.75	1457	0.5%
Other values (33)	4756	1.8%

Value	Count	Frequency (%)
0	54	< 0.1%
0.75	202	0.1%
1	15039	5.6%
1.25	921	0.3%
1.5	3637	1.3%
1.75	1457	0.5%
2	114096	42.3%
2.25	5711	2.1%
2.5	35327	13.1%
2.75	771	0.3%

Value	Count	Frequency (%)
30	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
22	1	< 0.1%
20	4	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
16	4	< 0.1%
15	2	< 0.1%
14	3	< 0.1%

fireplace
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

0	190834
1	79118

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	269952
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	190834	70.7%
1	79118	29.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	190834	70.7%
1	79118	29.3%

Most occurring characters

Value	Count	Frequency (%)
0	190834	70.7%
1	79118	29.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	269952	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	190834	70.7%
1	79118	29.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	269952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	190834	70.7%
1	79118	29.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	190834	70.7%
1	79118	29.3%

sqft
Real number (ℝ)

High correlation

Distinct	6549
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1933.299

Minimum	121
Maximum	7920
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	121
5-th percentile	796
Q1	1263
median	1754
Q3	2405
95-th percentile	3664
Maximum	7920
Range	7799
Interquartile range (IQR)	1142

Descriptive statistics

Standard deviation	920.21482
Coefficient of variation (CV)	0.47598164
Kurtosis	2.6196629
Mean	1933.299
Median Absolute Deviation (MAD)	550
Skewness	1.2731985
Sum	5.2189792 × 10⁸
Variance	846795.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200	1254	0.5%
1000	924	0.3%
1500	890	0.3%
1800	867	0.3%
1100	831	0.3%
1400	821	0.3%
1600	750	0.3%
2000	718	0.3%
800	666	0.2%
1300	665	0.2%
Other values (6539)	261566	96.9%

Value	Count	Frequency (%)
121	1	< 0.1%
122	1	< 0.1%
130	2	< 0.1%
144	3	< 0.1%
146	1	< 0.1%
147	2	< 0.1%
150	2	< 0.1%
151	1	< 0.1%
160	1	< 0.1%
169	1	< 0.1%

Value	Count	Frequency (%)
7920	2	< 0.1%
7892	1	< 0.1%
7886	1	< 0.1%
7875	1	< 0.1%
7863	1	< 0.1%
7846	1	< 0.1%
7837	1	< 0.1%
7816	1	< 0.1%
7814	1	< 0.1%
7810	1	< 0.1%

beds
Real number (ℝ)

High correlation

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1645181

Minimum	1
Maximum	44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	44
Range	43
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.98548918
Coefficient of variation (CV)	0.3114184
Kurtosis	24.290393
Mean	3.1645181
Median Absolute Deviation (MAD)	0
Skewness	1.8085545
Sum	854268
Variance	0.97118892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
3	136035	50.4%
4	57628	21.3%
2	50627	18.8%
5	15568	5.8%
1	5489	2.0%
6	3078	1.1%
7	660	0.2%
8	477	0.2%
9	167	0.1%
10	102	< 0.1%
Other values (12)	121	< 0.1%

Value	Count	Frequency (%)
1	5489	2.0%
2	50627	18.8%
3	136035	50.4%
4	57628	21.3%
5	15568	5.8%
6	3078	1.1%
7	660	0.2%
8	477	0.2%
9	167	0.1%
10	102	< 0.1%

Value	Count	Frequency (%)
44	1	< 0.1%
28	2	< 0.1%
24	3	< 0.1%
22	1	< 0.1%
20	3	< 0.1%
18	3	< 0.1%
16	8	< 0.1%
15	2	< 0.1%
14	10	< 0.1%
13	11	< 0.1%

stories
Real number (ℝ)

Distinct	68
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8150608

Minimum	1
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	70
Range	69
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.7889877
Coefficient of variation (CV)	0.9856351
Kurtosis	230.35797
Mean	1.8150608
Median Absolute Deviation (MAD)	0
Skewness	11.070462
Sum	489979.3
Variance	3.2004769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	149452	55.4%
2	79845	29.6%
4	20342	7.5%
3	12941	4.8%
9	2644	1.0%
6	1574	0.6%
1.5	1011	0.4%
5	627	0.2%
8	261	0.1%
7	258	0.1%
Other values (58)	997	0.4%

Value	Count	Frequency (%)
1	149452	55.4%
1.2	1	< 0.1%
1.3	1	< 0.1%
1.5	1011	0.4%
1.7	13	< 0.1%
1.75	18	< 0.1%
2	79845	29.6%
2.2	1	< 0.1%
2.5	133	< 0.1%
3	12941	4.8%

Value	Count	Frequency (%)
70	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
62	1	< 0.1%
60	5	< 0.1%
58	1	< 0.1%
57	3	< 0.1%
56	4	< 0.1%
55	4	< 0.1%
54	2	< 0.1%

target
Real number (ℝ)

Distinct	26898
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	364955.86

Minimum	48550
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	48550
5-th percentile	99900
Q1	209500
median	310000
Q3	475000
95-th percentile	815000
Maximum	1000000
Range	951450
Interquartile range (IQR)	265500

Descriptive statistics

Standard deviation	213848.33
Coefficient of variation (CV)	0.58595668
Kurtosis	0.37830086
Mean	364955.86
Median Absolute Deviation (MAD)	122512
Skewness	0.97725532
Sum	9.8520565 × 10¹⁰
Variance	4.5731107 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
225000	1483	0.5%
249900	1387	0.5%
299900	1384	0.5%
275000	1376	0.5%
325000	1343	0.5%
399000	1342	0.5%
350000	1337	0.5%
250000	1276	0.5%
199900	1270	0.5%
375000	1247	0.5%
Other values (26888)	256507	95.0%

Value	Count	Frequency (%)
48550	1	< 0.1%
48594	1	< 0.1%
48600	1	< 0.1%
48630	1	< 0.1%
48640	1	< 0.1%
48684	1	< 0.1%
48700	1	< 0.1%
48702	2	< 0.1%
48710	1	< 0.1%
48732	1	< 0.1%

Value	Count	Frequency (%)
1000000	228	0.1%
999999	131	< 0.1%
999998	7	< 0.1%
999996	1	< 0.1%
999995	11	< 0.1%
999990	6	< 0.1%
999977	1	< 0.1%
999950	26	< 0.1%
999900	132	< 0.1%
999888	5	< 0.1%

ZIP
Real number (ℝ)

High correlation

Distinct	4005
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53267.61

Minimum	1104
Maximum	99338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1104
5-th percentile	19127
Q1	33069
median	37419
Q3	77845
95-th percentile	95823
Maximum	99338
Range	98234
Interquartile range (IQR)	44776

Descriptive statistics

Standard deviation	26263.119
Coefficient of variation (CV)	0.49304106
Kurtosis	-1.4232834
Mean	53267.61
Median Absolute Deviation (MAD)	17401
Skewness	0.24786373
Sum	1.4379698 × 10¹⁰
Variance	6.8975142 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78245	1351	0.5%
33131	1237	0.5%
34747	1233	0.5%
78253	1226	0.5%
78254	1206	0.4%
34746	1056	0.4%
32137	1050	0.4%
33132	1004	0.4%
33130	983	0.4%
33137	908	0.3%
Other values (3995)	258698	95.8%

Value	Count	Frequency (%)
1104	10	< 0.1%
1105	4	< 0.1%
1107	2	< 0.1%
1108	12	< 0.1%
1109	14	< 0.1%
1118	7	< 0.1%
1119	6	< 0.1%
1128	3	< 0.1%
1129	6	< 0.1%
1151	5	< 0.1%

Value	Count	Frequency (%)
99338	83	< 0.1%
99337	128	< 0.1%
99336	109	< 0.1%
99224	71	< 0.1%
99223	79	< 0.1%
99218	27	< 0.1%
99217	60	< 0.1%
99216	22	< 0.1%
99212	43	< 0.1%
99208	150	0.1%

LAT
Real number (ℝ)

Distinct	3982
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.259243

Minimum	25.557912
Maximum	48.798606
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	25.557912
5-th percentile	25.834607
Q1	28.586751
median	32.63587
Q3	36.751519
95-th percentile	43.12778
Maximum	48.798606
Range	23.240694
Interquartile range (IQR)	8.164768

Descriptive statistics

Standard deviation	5.8153006
Coefficient of variation (CV)	0.17484766
Kurtosis	-0.47664519
Mean	33.259243
Median Absolute Deviation (MAD)	4.049119
Skewness	0.6414332
Sum	8978399.1
Variance	33.817721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.401093	1351	0.5%
25.766206	1237	0.5%
28.311495	1233	0.5%
29.469011	1226	0.5%
29.539126	1206	0.4%
36.751519	1133	0.4%
28.238826	1056	0.4%
29.581507	1050	0.4%
25.77789	1004	0.4%
25.768524	983	0.4%
Other values (3972)	258473	95.7%

Value	Count	Frequency (%)
25.557912	148	0.1%
25.560027	60	< 0.1%
25.572213	183	0.1%
25.595896	182	0.1%
25.596129	301	0.1%
25.606126	482	0.2%
25.63884	49	< 0.1%
25.652131	261	0.1%
25.654426	395	0.1%
25.659873	297	0.1%

Value	Count	Frequency (%)
48.798606	82	< 0.1%
48.75094	33	< 0.1%
48.696127	81	< 0.1%
48.216792	3	< 0.1%
48.089968	59	< 0.1%
48.056723	137	0.1%
48.006311	56	< 0.1%
47.955367	34	< 0.1%
47.948393	5	< 0.1%
47.945519	93	< 0.1%

LNG
Real number (ℝ)

High correlation

Distinct	3982
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.045875

Minimum	-123.42537
Maximum	-69.573012
Zeros	0
Zeros (%)	0.0%
Negative	269952
Negative (%)	100.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	-123.42537
5-th percentile	-121.80075
Q1	-97.546399
median	-84.544149
Q3	-80.797285
95-th percentile	-75.217795
Maximum	-69.573012
Range	53.852357
Interquartile range (IQR)	16.749114

Descriptive statistics

Standard deviation	13.700993
Coefficient of variation (CV)	-0.1504845
Kurtosis	-0.085136656
Mean	-91.045875
Median Absolute Deviation (MAD)	5.723976
Skewness	-0.99177023
Sum	-24578016
Variance	187.7172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-98.730806	1351	0.5%
-80.182897	1237	0.5%
-81.595565	1233	0.5%
-98.797801	1226	0.5%
-98.725885	1206	0.4%
-119.680602	1133	0.4%
-81.445346	1056	0.4%
-81.218196	1050	0.4%
-80.176165	1004	0.4%
-80.203359	983	0.4%
Other values (3972)	258473	95.7%

Value	Count	Frequency (%)
-123.425369	11	< 0.1%
-123.230905	16	< 0.1%
-123.192759	9	< 0.1%
-123.133235	4	< 0.1%
-123.111691	17	< 0.1%
-123.094751	21	< 0.1%
-123.080181	6	< 0.1%
-123.064528	24	< 0.1%
-123.063616	39	< 0.1%
-123.058241	2	< 0.1%

Value	Count	Frequency (%)
-69.573012	1	< 0.1%
-69.661276	32	< 0.1%
-69.843372	18	< 0.1%
-69.887309	39	< 0.1%
-70.231801	2	< 0.1%
-70.298093	12	< 0.1%
-70.31253	3	< 0.1%
-70.346877	4	< 0.1%
-70.36307	1	< 0.1%
-70.392013	2	< 0.1%

private_pool
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

0	237155
1	32797

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	269952
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	237155	87.9%
1	32797	12.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	237155	87.9%
1	32797	12.1%

Most occurring characters

Value	Count	Frequency (%)
0	237155	87.9%
1	32797	12.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	269952	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	237155	87.9%
1	32797	12.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	269952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	237155	87.9%
1	32797	12.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	237155	87.9%
1	32797	12.1%

year_built
Real number (ℝ)

Distinct	122
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1982.6954

Minimum	1900
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1900
5-th percentile	1923
Q1	1961
median	1988
Q3	2007
95-th percentile	2019
Maximum	2021
Range	121
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	30.434063
Coefficient of variation (CV)	0.015349843
Kurtosis	-0.39833819
Mean	1982.6954
Median Absolute Deviation (MAD)	22
Skewness	-0.69420134
Sum	5.3523259 × 10⁸
Variance	926.2322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019	26854	9.9%
2006	7707	2.9%
2005	7489	2.8%
2007	6887	2.6%
2018	5924	2.2%
2004	5310	2.0%
2017	4796	1.8%
2016	4706	1.7%
2003	4539	1.7%
2008	4471	1.7%
Other values (112)	191269	70.9%

Value	Count	Frequency (%)
1900	1760	0.7%
1901	291	0.1%
1902	91	< 0.1%
1903	109	< 0.1%
1904	150	0.1%
1905	493	0.2%
1906	207	0.1%
1907	221	0.1%
1908	321	0.1%
1909	257	0.1%

Value	Count	Frequency (%)
2021	37	< 0.1%
2020	1873	0.7%
2019	26854	9.9%
2018	5924	2.2%
2017	4796	1.8%
2016	4706	1.7%
2015	3745	1.4%
2014	3014	1.1%
2013	2337	0.9%
2012	1670	0.6%

heating
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

forced air	115166
no data	59556
central	29087
other	28286
electric	10305
Other values (5)	27552

Length

Max length	14
Median length	10
Mean length	8.0807032
Min length	3

Characters and Unicode

Total characters	2181402
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	central
2nd row	no data
3rd row	forced air
4th row	electric
5th row	no data

Common Values

Value	Count	Frequency (%)
forced air	115166	42.7%
no data	59556	22.1%
central	29087	10.8%
other	28286	10.5%
electric	10305	3.8%
gas	9732	3.6%
heat pump	8593	3.2%
baseboard	3684	1.4%
wall	3192	1.2%
heating system	2351	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
forced	115166	25.3%
air	115166	25.3%
no	59556	13.1%
data	59556	13.1%
central	29087	6.4%
other	28286	6.2%
electric	10305	2.3%
gas	9732	2.1%
heat	8593	1.9%
pump	8593	1.9%
Other values (4)	11578	2.5%

Most occurring characters

Value	Count	Frequency (%)
r	301694	13.8%
a	294601	13.5%
e	210128	9.6%
o	206692	9.5%
	185666	8.5%
d	178406	8.2%
c	164863	7.6%
t	140529	6.4%
i	127822	5.9%
f	115166	5.3%
Other values (11)	255835	11.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1995736	91.5%
Space Separator	185666	8.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	301694	15.1%
a	294601	14.8%
e	210128	10.5%
o	206692	10.4%
d	178406	8.9%
c	164863	8.3%
t	140529	7.0%
i	127822	6.4%
f	115166	5.8%
n	90994	4.6%
Other values (10)	164841	8.3%

Space Separator

Value	Count	Frequency (%)
	185666	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1995736	91.5%
Common	185666	8.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	301694	15.1%
a	294601	14.8%
e	210128	10.5%
o	206692	10.4%
d	178406	8.9%
c	164863	8.3%
t	140529	7.0%
i	127822	6.4%
f	115166	5.8%
n	90994	4.6%
Other values (10)	164841	8.3%

Common

Value	Count	Frequency (%)
	185666	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2181402	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	301694	13.8%
a	294601	13.5%
e	210128	9.6%
o	206692	9.5%
	185666	8.5%
d	178406	8.2%
c	164863	7.6%
t	140529	6.4%
i	127822	5.9%
f	115166	5.3%
Other values (11)	255835	11.7%

cooling
Categorical

Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

central	171714
no data	72471
cooling system	9761
other	6383
wall	3936
Other values (5)	5687

Length

Max length	14
Median length	7
Mean length	7.247481
Min length	4

Characters and Unicode

Total characters	1956472
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no data
2nd row	no data
3rd row	central
4th row	central
5th row	no data

Common Values

Value	Count	Frequency (%)
central	171714	63.6%
no data	72471	26.8%
cooling system	9761	3.6%
other	6383	2.4%
wall	3936	1.5%
refrigeration	2105	0.8%
electric	1301	0.5%
ceiling fan	1036	0.4%
evaporative	939	0.3%
has heating	306	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
central	171714	48.6%
no	72471	20.5%
data	72471	20.5%
cooling	9761	2.8%
system	9761	2.8%
other	6383	1.8%
wall	3936	1.1%
refrigeration	2105	0.6%
electric	1301	0.4%
ceiling	1036	0.3%
Other values (4)	2587	0.7%

Most occurring characters

Value	Count	Frequency (%)
a	326223	16.7%
t	264980	13.5%
n	258429	13.2%
e	197890	10.1%
l	191684	9.8%
r	186652	9.5%
c	185113	9.5%
o	101420	5.2%
	83574	4.3%
d	72471	3.7%
Other values (10)	88036	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1872898	95.7%
Space Separator	83574	4.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	326223	17.4%
t	264980	14.1%
n	258429	13.8%
e	197890	10.6%
l	191684	10.2%
r	186652	10.0%
c	185113	9.9%
o	101420	5.4%
d	72471	3.9%
s	19828	1.1%
Other values (9)	68208	3.6%

Space Separator

Value	Count	Frequency (%)
	83574	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1872898	95.7%
Common	83574	4.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	326223	17.4%
t	264980	14.1%
n	258429	13.8%
e	197890	10.6%
l	191684	10.2%
r	186652	10.0%
c	185113	9.9%
o	101420	5.4%
d	72471	3.9%
s	19828	1.1%
Other values (9)	68208	3.6%

Common

Value	Count	Frequency (%)
	83574	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1956472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	326223	16.7%
t	264980	13.5%
n	258429	13.2%
e	197890	10.1%
l	191684	9.8%
r	186652	9.5%
c	185113	9.5%
o	101420	5.2%
	83574	4.3%
d	72471	3.7%
Other values (10)	88036	4.5%

parking
Categorical

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

no data	116111
attached garage	63118
2 spaces	27292
1 space	14968
detached garage	11144
Other values (10)	37319

Length

Max length	15
Median length	7
Mean length	9.3712623
Min length	4

Characters and Unicode

Total characters	2529791
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no data
2nd row	no data
3rd row	no data
4th row	no data
5th row	no data

Common Values

Value	Count	Frequency (%)
no data	116111	43.0%
attached garage	63118	23.4%
2 spaces	27292	10.1%
1 space	14968	5.5%
detached garage	11144	4.1%
carport	10022	3.7%
off street	6144	2.3%
other	4451	1.6%
3 spaces	3917	1.5%
on street	3309	1.2%
Other values (5)	9476	3.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
no	116111	22.3%
data	116111	22.3%
garage	75925	14.6%
attached	63118	12.1%
spaces	35154	6.8%
2	27292	5.2%
1	14968	2.9%
space	14968	2.9%
detached	11144	2.1%
carport	10022	1.9%
Other values (9)	35087	6.7%

Most occurring characters

Value	Count	Frequency (%)
a	583780	23.1%
t	286870	11.3%
	249948	9.9%
e	236494	9.3%
d	201517	8.0%
g	154034	6.1%
o	141721	5.6%
c	134406	5.3%
n	124972	4.9%
r	112057	4.4%
Other values (12)	303992	12.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2228277	88.1%
Space Separator	249948	9.9%
Decimal Number	50122	2.0%
Math Symbol	1444	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	583780	26.2%
t	286870	12.9%
e	236494	10.6%
d	201517	9.0%
g	154034	6.9%
o	141721	6.4%
c	134406	6.0%
n	124972	5.6%
r	112057	5.0%
s	94729	4.3%
Other values (5)	157697	7.1%

Decimal Number

Value	Count	Frequency (%)
2	27292	54.5%
1	14968	29.9%
3	3917	7.8%
4	2501	5.0%
5	1444	2.9%

Space Separator

Value	Count	Frequency (%)
	249948	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1444	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2228277	88.1%
Common	301514	11.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	583780	26.2%
t	286870	12.9%
e	236494	10.6%
d	201517	9.0%
g	154034	6.9%
o	141721	6.4%
c	134406	6.0%
n	124972	5.6%
r	112057	5.0%
s	94729	4.3%
Other values (5)	157697	7.1%

Common

Value	Count	Frequency (%)
	249948	82.9%
2	27292	9.1%
1	14968	5.0%
3	3917	1.3%
4	2501	0.8%
5	1444	0.5%
+	1444	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2529791	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	583780	23.1%
t	286870	11.3%
	249948	9.9%
e	236494	9.3%
d	201517	8.0%
g	154034	6.1%
o	141721	5.6%
c	134406	5.3%
n	124972	4.9%
r	112057	4.4%
Other values (12)	303992	12.0%

lotsize
Real number (ℝ)

Skewed

Distinct	14672
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20019.57

Minimum	0
Maximum	9234720
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1690
Q1	4235
median	7501
Q3	10018
95-th percentile	43560
Maximum	9234720
Range	9234720
Interquartile range (IQR)	5783

Descriptive statistics

Standard deviation	136791.22
Coefficient of variation (CV)	6.8328752
Kurtosis	1129.8043
Mean	20019.57
Median Absolute Deviation (MAD)	3101
Skewness	29.07257
Sum	5.4043229 × 10⁹
Variance	1.8711838 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4235	29315	10.9%
8276	25254	9.4%
8141	4830	1.8%
1860	4422	1.6%
11325.6	2551	0.9%
13503.6	2514	0.9%
10890	2491	0.9%
7405	2330	0.9%
6098	2325	0.9%
12196.8	2152	0.8%
Other values (14662)	191768	71.0%

Value	Count	Frequency (%)
0	1	< 0.1%
1	126	< 0.1%
3	1	< 0.1%
4	4	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
13	3	< 0.1%
23	2	< 0.1%

Value	Count	Frequency (%)
9234720	1	< 0.1%
9147600	1	< 0.1%
8738571.6	1	< 0.1%
8712000	1	< 0.1%
8058600	1	< 0.1%
7840800	1	< 0.1%
7666560	1	< 0.1%
7492320	1	< 0.1%
7013160	1	< 0.1%
6882480	1	< 0.1%

remodeling
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

0	144965
1	124987

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	269952
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	144965	53.7%
1	124987	46.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	144965	53.7%
1	124987	46.3%

Most occurring characters

Value	Count	Frequency (%)
0	144965	53.7%
1	124987	46.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	269952	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	144965	53.7%
1	124987	46.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	269952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	144965	53.7%
1	124987	46.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	144965	53.7%
1	124987	46.3%

lotsize_was_null
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

0	201749
1	68203

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	269952
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	201749	74.7%
1	68203	25.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	201749	74.7%
1	68203	25.3%

Most occurring characters

Value	Count	Frequency (%)
0	201749	74.7%
1	68203	25.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	269952	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	201749	74.7%
1	68203	25.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	269952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	201749	74.7%
1	68203	25.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	201749	74.7%
1	68203	25.3%

mean_school_rating
Real number (ℝ)

Distinct	87
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0882631

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	2.2
Q1	3.7
median	5
Q3	6.3
95-th percentile	8.3
Maximum	10
Range	9
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	1.8871655
Coefficient of variation (CV)	0.37088599
Kurtosis	-0.64819179
Mean	5.0882631
Median Absolute Deviation (MAD)	1.3
Skewness	0.19116312
Sum	1373586.8
Variance	3.5613936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	16662	6.2%
4	15387	5.7%
5	14387	5.3%
3	13539	5.0%
3.3	11658	4.3%
6.3	11195	4.1%
3.7	10158	3.8%
5.3	10029	3.7%
4.7	9719	3.6%
7	9664	3.6%
Other values (77)	147554	54.7%

Value	Count	Frequency (%)
1	1461	0.5%
1.2	10	< 0.1%
1.3	738	0.3%
1.4	15	< 0.1%
1.5	1329	0.5%
1.6	47	< 0.1%
1.7	1840	0.7%
1.8	199	0.1%
1.9	9	< 0.1%
2	7201	2.7%

Value	Count	Frequency (%)
10	334	0.1%
9.8	121	< 0.1%
9.7	930	0.3%
9.6	11	< 0.1%
9.5	462	0.2%
9.4	35	< 0.1%
9.3	1691	0.6%
9.2	394	0.1%
9	3826	1.4%
8.8	384	0.1%

mean_school_distance
Real number (ℝ)

Skewed

Distinct	267
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7615354

Minimum	0
Maximum	1590.8
Zeros	24
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	1.1
median	1.7
Q3	3.1
95-th percentile	9.3
Maximum	1590.8
Range	1590.8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.3346251
Coefficient of variation (CV)	1.9317605
Kurtosis	35372.754
Mean	2.7615354
Median Absolute Deviation (MAD)	0.8
Skewness	145.15414
Sum	745482
Variance	28.458225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13003	4.8%
1.2	12143	4.5%
0.8	11324	4.2%
1.1	10963	4.1%
0.9	10807	4.0%
1.4	10693	4.0%
1.3	9686	3.6%
1.6	9411	3.5%
0.7	8630	3.2%
0.6	8477	3.1%
Other values (257)	164815	61.1%

Value	Count	Frequency (%)
0	24	< 0.1%
0.1	298	0.1%
0.2	1534	0.6%
0.3	2595	1.0%
0.4	4921	1.8%
0.5	5438	2.0%
0.6	8477	3.1%
0.7	8630	3.2%
0.8	11324	4.2%
0.9	10807	4.0%

Value	Count	Frequency (%)
1590.8	1	< 0.1%
725.5	4	< 0.1%
725.4	1	< 0.1%
312.6	1	< 0.1%
122.5	1	< 0.1%
45.1	1	< 0.1%
40.9	1	< 0.1%
40.3	1	< 0.1%
39.7	182	0.1%
36.3	1	< 0.1%

schools_count
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1959015

Minimum	1
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	8
Maximum	65
Range	64
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.4242074
Coefficient of variation (CV)	1.0544117
Kurtosis	114.5776
Mean	4.1959015
Median Absolute Deviation (MAD)	0
Skewness	9.4180006
Sum	1132692
Variance	19.573611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
3	157345	58.3%
8	29780	11.0%
2	26507	9.8%
5	20114	7.5%
4	15744	5.8%
6	6496	2.4%
1	5304	2.0%
7	3286	1.2%
24	1524	0.6%
10	610	0.2%
Other values (14)	3242	1.2%

Value	Count	Frequency (%)
1	5304	2.0%
2	26507	9.8%
3	157345	58.3%
4	15744	5.8%
5	20114	7.5%
6	6496	2.4%
7	3286	1.2%
8	29780	11.0%
9	334	0.1%
10	610	0.2%

Value	Count	Frequency (%)
65	332	0.1%
63	466	0.2%
61	96	< 0.1%
49	188	0.1%
24	1524	0.6%
22	393	0.1%
21	27	< 0.1%
17	1	< 0.1%
16	37	< 0.1%
15	87	< 0.1%

beds_was_null
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

0	215837
1	54115

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	269952
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	215837	80.0%
1	54115	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	215837	80.0%
1	54115	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	215837	80.0%
1	54115	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	269952	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	215837	80.0%
1	54115	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	269952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	215837	80.0%
1	54115	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	215837	80.0%
1	54115	20.0%

Interactions

Correlations

	LAT	LNG	ZIP	baths	beds	beds_was_null	cooling	fireplace	heating	lotsize	lotsize_was_null	mean_school_distance	mean_school_rating	parking	private_pool	propertyType	remodeling	schools_count	sqft	status	stories	target	year_built
LAT	1.000	-0.265	0.185	0.027	0.068	0.129	0.178	0.333	0.180	-0.005	0.194	-0.357	-0.151	0.135	0.159	0.151	0.334	-0.026	0.039	0.116	0.052	0.075	-0.168
LNG	-0.265	1.000	-0.934	-0.072	-0.099	0.150	0.282	0.237	0.234	-0.070	0.200	0.192	-0.042	0.149	0.125	0.201	0.237	-0.023	-0.148	0.119	0.102	-0.048	-0.132
ZIP	0.185	-0.934	1.000	0.046	0.074	0.145	0.193	0.289	0.184	0.033	0.112	-0.163	0.060	0.162	0.142	0.166	0.324	0.047	0.117	0.107	-0.077	0.050	0.110
baths	0.027	-0.072	0.046	1.000	0.517	0.156	0.025	0.129	0.039	0.078	0.072	0.039	0.146	0.066	0.080	0.060	0.075	-0.049	0.596	0.038	0.178	0.354	0.252
beds	0.068	-0.099	0.074	0.517	1.000	0.066	0.019	0.010	0.018	0.275	0.043	0.004	0.058	0.031	0.012	0.116	0.017	0.026	0.653	0.017	-0.124	0.215	0.094
beds_was_null	0.129	0.150	0.145	0.156	0.066	1.000	0.332	0.074	0.495	0.015	0.132	0.000	0.058	0.471	0.120	0.612	0.110	0.159	0.210	0.610	0.041	0.011	0.050
cooling	0.178	0.282	0.193	0.025	0.019	0.332	1.000	0.159	0.330	0.007	0.230	0.000	0.049	0.169	0.131	0.134	0.277	0.115	0.047	0.167	0.018	0.047	0.089
fireplace	0.333	0.237	0.289	0.129	0.010	0.074	0.159	1.000	0.194	0.017	0.245	0.007	0.089	0.229	0.010	0.177	0.056	0.055	0.282	0.081	0.056	0.121	0.145
heating	0.180	0.234	0.184	0.039	0.018	0.495	0.330	0.194	1.000	0.013	0.283	0.005	0.056	0.227	0.194	0.171	0.353	0.154	0.051	0.274	0.025	0.047	0.103
lotsize	-0.005	-0.070	0.033	0.078	0.275	0.015	0.007	0.017	0.013	1.000	0.026	0.127	0.103	0.011	0.021	0.038	0.017	0.113	0.310	0.000	-0.317	0.037	-0.018
lotsize_was_null	0.194	0.200	0.112	0.072	0.043	0.132	0.230	0.245	0.283	0.026	1.000	0.000	0.113	0.254	0.037	0.470	0.153	0.050	0.254	0.148	0.105	0.023	0.240
mean_school_distance	-0.357	0.192	-0.163	0.039	0.004	0.000	0.000	0.007	0.005	0.127	0.000	1.000	0.189	0.000	0.000	0.000	0.003	0.181	0.078	0.000	-0.025	-0.031	0.259
mean_school_rating	-0.151	-0.042	0.060	0.146	0.058	0.058	0.049	0.089	0.056	0.103	0.113	0.189	1.000	0.066	0.108	0.073	0.076	0.042	0.206	0.048	0.068	0.317	0.240
parking	0.135	0.149	0.162	0.066	0.031	0.471	0.169	0.229	0.227	0.011	0.254	0.000	0.066	1.000	0.179	0.157	0.247	0.202	0.103	0.238	0.030	0.076	0.120
private_pool	0.159	0.125	0.142	0.080	0.012	0.120	0.131	0.010	0.194	0.021	0.037	0.000	0.108	0.179	1.000	0.178	0.151	0.160	0.087	0.250	0.102	0.106	0.179
propertyType	0.151	0.201	0.166	0.060	0.116	0.612	0.134	0.177	0.171	0.038	0.470	0.000	0.073	0.157	0.178	1.000	0.115	0.073	0.165	0.186	0.106	0.073	0.128
remodeling	0.334	0.237	0.324	0.075	0.017	0.110	0.277	0.056	0.353	0.017	0.153	0.003	0.076	0.247	0.151	0.115	1.000	0.312	0.100	0.247	0.011	0.050	0.394
schools_count	-0.026	-0.023	0.047	-0.049	0.026	0.159	0.115	0.055	0.154	0.113	0.050	0.181	0.042	0.202	0.160	0.073	0.312	1.000	0.047	0.256	-0.103	-0.026	0.078
sqft	0.039	-0.148	0.117	0.596	0.653	0.210	0.047	0.282	0.051	0.310	0.254	0.078	0.206	0.103	0.087	0.165	0.100	0.047	1.000	0.032	0.023	0.464	0.282
status	0.116	0.119	0.107	0.038	0.017	0.610	0.167	0.081	0.274	0.000	0.148	0.000	0.048	0.238	0.250	0.186	0.247	0.256	0.032	1.000	0.025	0.048	0.083
stories	0.052	0.102	-0.077	0.178	-0.124	0.041	0.018	0.056	0.025	-0.317	0.105	-0.025	0.068	0.030	0.102	0.106	0.011	-0.103	0.023	0.025	1.000	0.178	0.139
target	0.075	-0.048	0.050	0.354	0.215	0.011	0.047	0.121	0.047	0.037	0.023	-0.031	0.317	0.076	0.106	0.073	0.050	-0.026	0.464	0.048	0.178	1.000	0.170
year_built	-0.168	-0.132	0.110	0.252	0.094	0.050	0.089	0.145	0.103	-0.018	0.240	0.259	0.240	0.120	0.179	0.128	0.394	0.078	0.282	0.083	0.139	0.170	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	status	propertyType	baths	fireplace	sqft	beds	stories	target	ZIP	LAT	LNG	private_pool	year_built	heating	cooling	parking	lotsize	remodeling	lotsize_was_null	mean_school_rating	mean_school_distance	schools_count	beds_was_null
0	active	single-family	3.5	1	2900.00	4.0	1.0	418000.0	28387	35.179251	-79.376489	0	2019	central	no data	no data	8276.0	0	1	5.2	5.5	8.0	0
1	for sale	single-family	3.0	0	1947.00	3.0	2.0	310000.0	99216	47.686363	-117.216681	0	2019	no data	no data	no data	5828.0	0	0	4.0	1.3	3.0	0
3	for sale	townhouse	3.0	0	897.00	2.0	2.0	209000.0	19145	39.909857	-75.198265	0	1920	forced air	central	no data	680.0	0	0	1.4	0.4	2.0	0
4	active	other	2.0	0	1507.00	3.0	1.0	181500.0	34759	28.103908	-81.419378	0	2006	electric	central	no data	4996.0	1	0	2.3	3.8	4.0	1
5	active	single-family	2.5	0	1192.98	3.0	1.0	68000.0	38115	35.053329	-89.862806	0	1976	no data	no data	no data	8750.0	0	0	2.7	1.1	3.0	1
6	active	single-family	2.0	0	3588.00	3.0	1.0	244900.0	50401	43.153169	-93.199820	0	1970	forced air	central	no data	124582.0	0	0	3.8	6.4	6.0	0
7	for sale	single-family	3.0	0	1930.00	3.0	2.0	311995.0	77080	29.815894	-95.522885	0	2019	gas	central	attached garage	2056.0	0	0	3.0	1.1	3.0	0
8	for sale	coop	2.0	0	1300.00	3.0	6.0	669000.0	11354	40.768208	-73.827403	0	1965	no data	no data	attached garage	75358.8	0	0	6.7	1.5	3.0	0
9	active	other	2.0	0	3130.00	3.0	2.0	260000.0	77068	30.007063	-95.488362	0	2015	central	central	no data	5715.0	1	0	4.2	2.9	5.0	1
10	for sale	single-family	3.0	0	2839.00	4.0	1.0	525000.0	33028	26.021034	-80.340397	1	1996	forced air	central	carport	10270.0	1	0	7.3	2.0	3.0	0

	status	propertyType	baths	fireplace	sqft	beds	stories	target	ZIP	LAT	LNG	private_pool	year_built	heating	cooling	parking	lotsize	remodeling	lotsize_was_null	mean_school_rating	mean_school_distance	schools_count	beds_was_null
297816	for sale	single-family	3.0	1	2505.0	5.0	2.0	384900.0	44126	41.441758	-81.852995	0	1950	forced air	central	detached garage	9730.0	1	0	5.7	1.4	3.0	0
297817	for sale	single-family	2.5	0	950.0	2.0	1.0	799500.0	78212	29.464611	-98.493653	1	1938	wall	central	no data	3746.0	1	0	4.0	1.3	3.0	0
297818	for sale	single-family	3.0	1	1792.0	4.0	2.0	280000.0	77080	29.815894	-95.522885	0	1970	other	central	detached garage	6599.0	1	0	2.7	0.7	3.0	0
297819	for sale	single-family	2.0	1	1829.0	3.0	1.0	171306.0	32805	28.529380	-81.403667	0	1962	forced air	central	1 space	7704.0	1	0	2.3	1.3	3.0	0
297820	active	single-family	2.5	0	1895.0	3.0	1.0	199900.0	76110	32.707831	-97.338265	0	1921	no data	central	no data	7500.0	0	0	5.0	1.3	3.0	1
297821	for sale	single-family	2.0	0	1841.0	4.0	1.0	252990.0	77089	29.586959	-95.225601	0	2019	no data	no data	2 spaces	8276.0	0	1	6.0	1.8	3.0	0
297822	for sale	condo	3.0	0	1417.0	2.0	3.0	799000.0	20001	38.910353	-77.017739	0	2010	forced air	central	1 space	4235.0	0	1	3.0	0.2	2.0	0
297824	for sale	condo	3.0	0	2000.0	3.0	9.0	674999.0	60657	41.940293	-87.646857	0	1924	other	no data	none	4235.0	0	1	4.3	4.1	3.0	0
297825	for sale	single-family	3.0	0	1152.0	3.0	2.0	528000.0	11434	40.676808	-73.776425	0	1950	other	no data	2 spaces	1600.0	1	0	4.5	0.6	2.0	0
297826	for sale	single-family	2.0	0	1462.0	3.0	1.0	204900.0	78218	29.490048	-98.397135	0	2019	electric	central	no data	6969.0	0	0	4.0	1.8	3.0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories